Enterprise Generative Engine Optimization

Make your brand the answer.

Turn cross-engine AI visibility evidence into a prioritized, verifiable enterprise program. Measure what answer surfaces say, improve the public sources they rely on, and document what changed.

CiteSurge is an enterprise generative engine optimization program that turns cross-engine AI visibility evidence into prioritized, verifiable work. CiteSurge combines cross-engine evidence, entity intelligence, expert-led implementation, and accountable remeasurement so content, brand, web, and governance teams can improve public sources and document later observations without treating correlation as proof that one change caused a result.

7
supported answer surfaces
Weekly
fresh evidence, not snapshots
Expert-led
people + agents, one program
AI search · SaaS · live simulation
monitoring
You
monitoring 7 engines · updated live
7 supported answer surfacesvertical  SaaS
AI-led discoveryLink-first journeys
02550751002022202320242025NOW20272028POSSIBLE CROSSOVER~2028 · CITESURGE VIEW
The Shift · Now → 2028

Search has been rewritten. Most brands haven't noticed.

More decisions now start inside an AI answer. Buyers ask for comparisons, explanations, and recommendations; brands either enter that answer or they do not.

Our view: GEO will become the dominant discovery discipline sooner than many teams expect. Building the evidence and operating model now creates a head start.

1B+
monthly active users on Google AI Mode globally. Google says queries more than doubled every quarter after launch.
Google · May 2026
48%
of BrightEdge-tracked queries triggered a Google AI Overview in its February 2026 analysis, up from roughly 30% one year earlier.
BrightEdge · Feb 2026
900M+
weekly ChatGPT users reported by OpenAI.
OpenAI · Apr 2026
45%
of surveyed B2B buyers used generative AI during a recent purchase, mainly to research vendors and products.
Gartner · May 2026
When discovery ends inside the answer, visibility means being named, represented accurately, and supported by sources buyers can trust.
What we do

What capabilities make up an enterprise GEO program?

An enterprise GEO program is a governed combination of answer clarity, cross-engine measurement, technical readiness, and credible source evidence. CiteSurge reviews those four disciplines together, keeps each finding's scope and limitation, and routes supported work to the content, brand, or web team that owns the affected source.

  • Seven supported answer surfaces when configured, ready, and enabled
  • Weekly monitoring cadence by default on current paid plans
  • Available answers, mention context, prompts, markets, and citation URLs
  • Live dashboard plus branded PDF and Markdown exports
  • REST API, MCP, and signed audit-run webhooks for eligible paid projects: Pro, Agency, and Enterprise
Why CiteSurge

How does CiteSurge turn evidence into accountable work?

A CiteSurge enterprise GEO program is a shared evidence-to-execution record. It connects cross-engine observations to prioritized work, assigns the affected page or source to the responsible team, and documents later observations without converting correlation into a guarantee.

  • ObserveKeep answers, mentions, citation URLs, prompts, engines, markets, and timing attached.
  • PrioritizeConnect supported findings to source, content, technical, and brand owners.
  • VerifyRecord implementation and compare later observations within their own scope.
01

What evidence stays attached to each finding?

A reviewable evidence record is the dated observation behind a recommendation. CiteSurge keeps available answers, mention context, citation URLs, prompts, engines, markets, timing, and neutral unavailable states attached so content, brand, web, and governance teams can inspect what was measured and where the evidence stops.

02

How does evidence become implementation guidance?

Implementation guidance is the prioritized work that follows a supported finding. CiteSurge ties each recommendation to the affected page or source, the reason for change, the responsible content, brand, or web team, and the evidence limitation. Later observations remain separate from assumptions that implementation caused a result.

03

What makes reporting verifiable?

Verifiable reporting is a shared record of evidence, recommended work, scope, and limitations. CiteSurge provides a live dashboard plus branded PDF and Markdown exports so decision-makers and delivery teams can review the same supported findings without replacing unavailable evidence with certainty or presenting later movement as proof of causation.

04

How does enterprise scope stay governed?

Enterprise scope is the agreed boundary around brands, markets, prompts, answer surfaces, workspaces, access, and reporting. Eligible Agency and Enterprise workflows can support multiple tracked brands, white-label reporting, REST API, MCP, and signed audit-run webhooks, subject to plan limits, project permissions, configuration, and feature readiness.

The product

What does a reviewable GEO dashboard show?

A reviewable GEO dashboard is one surface for available AI answers, mentions, citation URLs, prompt coverage, technical evidence, and prioritized work. CiteSurge keeps scope and limitations visible so the score never replaces the underlying record.

Switch project
example.com
3 projects
example.com / Overview
example data · 7 surfaces
Example.com · Overview
See where your brand appears, what supports it, and what to improve next.

Illustrative dashboard with fictional example data. No client outcome or performance result is represented; neutral unavailable states remain visible.

Overall GEO score
0+14
vs previous audit
Citability
0+9
how quotable your pages are
Pages analyzed
0
every page we scored
GEO ScoreQ1 · week 12
0
out of 100
+0 vs previous audit
Citability88
Technical91
Structured data84
E-E-A-T66
AI citation map example
YOUR BRAND
ChatGPT
1,847+12
Claude
1,402+12
Perplexity
963+12
Gemini
1,218+12
AI Overviews
740+12
Bing Copilot
612+12
Grok
488+12
Citations · last 30d
6,170
citations · 30d
+28%
vs. prior 30d
0.41
share of voice
Score deltaMar 2026 · +14
CitabilityOverall
structured data +12
+14
overall · vs previous audit
+9
citability · vs previous audit
AI Visibility Coverage54/56 checks

Of the questions we checked, how many were answered with your brand cited or named.

0%54/56 prompt checks found a citation or mention.
36/56
cited checks
54/56
mentioned checks
0
not measured
By engine
ChatGPT100% · 8/8
Gemini100% · 8/8
Claude100% · 8/8
Perplexity100% · 8/8
Bing Copilot100% · 8/8
AI Overviews88% · 7/8
Grok88% · 7/8
See the public demo Fictional example data · no client results
Integrations

How does CiteSurge bring evidence into AI tools?

The CiteSurge MCP server is an authorized interface for reading supported audit data in Claude Code, Claude Desktop, Cursor, or another MCP client. The REST API exposes the same supported data against a published OpenAPI 3.1 specification, while signed webhooks report audit completion. Teams keep implementation and publication under their control. Included on paid plans: Pro, Agency, and Enterprise.

How can agents read findings where teams work?

CiteSurge's MCP server is an authorized route for reading supported scores, citations, mentions, findings, and prioritized recommendations inside Claude Code, Claude Desktop, Cursor, or another MCP-capable client. Teams can inspect the same available evidence used by the dashboard without copying records into a separate chat or exposing unsupported provider detail.

How do supported findings move into implementation?

Controlled implementation is the step where a team carries supported recommendations into its chosen workflow while keeping publication under human control. CiteSurge preserves the source, reason, scope, limitation, and implementation status, then compares later measurements after approved changes ship without assuming that sequence proves causation.

How can teams report from the same evidence?

CiteSurge reporting is available through the live dashboard, branded PDF and Markdown exports, and supported agent workflows. The citesurge-report skill can compose a stakeholder-ready Slack or email update from the latest supported scores, trend, and priorities while the underlying audit record remains the reviewable source for evidence and limitations.

Connect in two commands
npx @citesurge/skills
claude mcp add --transport http citesurge https://citesurge.com/api/mcp \
  --header "Authorization: Bearer <YOUR_KEY>"
Pricing

One brand or many.
Choose the right scope.

Pro gives one team a focused GEO operating scope. Agency and Enterprise adapt the same evidence standard to larger portfolios, markets, and implementation needs.

Pro

Growing brands and B2B SaaS

499/mo

1 brand · 3 markets

Agency

Agencies and multi-brand teams

Custom

Up to 25 brands · 5 markets

Enterprise

Global brands scaling GEO

Custom

Unlimited brands · 5 markets

FAQ · CiteSurge

The questions
buyers ask first.

What does CiteSurge measure?

Within configured prompts, markets, and answer surfaces, CiteSurge records whether available replies name your brand, which citation URLs they return, and how they describe you where supported and available. Current paid plans use a weekly cadence by default.

Which engines do you track, and how often?

CiteSurge supports measurement across ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, Bing Copilot, and Grok when each surface is configured, ready, and enabled for the project. Current paid plans use a weekly cadence by default; available evidence can vary by run.

How is the score worked out?

The score summarizes evidence from the recorded project scope. Review it alongside available answers, mention context, citation URLs, prompts, engines, markets, timing, and unavailable states. It is a prioritization aid, not a guarantee. See the public methodology.

Is this a one-off audit or ongoing tracking?

Both. You get a branded report with prioritized implementation guidance and a live dashboard for ongoing review. Current paid plans use a weekly monitoring cadence by default, subject to project scope, configuration, and answer-surface availability.

Can I see what the AI said about me, word for word?

For configured answer surfaces, the Mentions view keeps available answer passages and mention context, plus citation counts where supported and available. When reliable evidence does not surface, the view shows a neutral unavailable state.

Do you track competitors?

For configured prompts, markets, and enabled answer surfaces, we record rival brands named or cited where supported and available. Results remain tied to the run's scope and availability; they do not establish a durable rank.

What does it cost?

Pro is €499/mo, or €399/mo billed annually: 7 engines tracked weekly (ChatGPT, Claude, Perplexity, Gemini, Google AIO, Bing Copilot, and Grok), 1 brand · 3 markets, 60 monitored prompts, 12-month history, plus MCP and API access. Agency and Enterprise plans handle larger rollouts. See pricing.

Can my own tools pull the data?

Every paid plan (Pro, Agency, and Enterprise) includes an MCP server and a REST API. Connect Claude Code, Claude Desktop, or Cursor and read your scores, citations, and fix list, or trigger a re-run, without leaving the tool. Setup lives on the help page.

Latest Insights

Evidence-led thinking for the answer era.

Dated, sourced analysis for teams building measurable GEO programs and accountable AI visibility operations.

View all Insights

Public program information reviewed .

Manifesto · CiteSurge

Search is becoming
a conversation.
Make sure you're in it.

The web grew up around ten blue links. An entire economy (rank tracking, content mills, affiliate networks) depends on the assumption that people will scroll. They won't. Not for much longer.

The answer is becoming the new discovery surface. Our view is that GEO will become the dominant discovery discipline sooner than many teams expect. We believe AI-led discovery can replace link-first search as the primary buyer journey within years. GEO becomes the strategy.

We built CiteSurge because that sentence deserves a serious discipline behind it. Not tips. Not hacks. A partner that measures answer evidence, turns it into prioritized action, and documents what changed.

— the CiteSurge team